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Commissioning and clinical implementation of an Autoencoder based Classification-Regression model for VMAT patient-specific QA in a multi-institution scenario 期刊论文
RADIOTHERAPY AND ONCOLOGY, 2021, 卷号: 161, 期号: 10.1016/j.radonc.2021.06.024, 页码: 230-240
作者:  Yang, Ruijie;  Yang, Xueying;  Wang, Le;  Li, Dingjie;  Guo, Yuexin;  Li, Ying;  Guan, Yumin;  Wu, Xiangyang;  Xu, Shouping;  Zhang, Shuming;  Chan, Maria F.;  Geng, Lisheng;  Sui, Jing
Adobe PDF(2840Kb)  |  收藏  |  浏览/下载：367/60  |  提交时间：2021/11/02
Machine learning  VMAT patient-specific QA  Multi-institution validation  Commissioning  Clinical implementation  
ADHD Classification Within and Cross Cohort Using an Ensembled Feature Selection Framework 会议论文
, 意大利, 2019/04/01
作者:  Yao DR(姚东任);  Sun HL(孙海伦);  Guo XJ(郭晓杰);  Vince D. Calhoun;  Sun L(孙黎);  Sui J(隋婧)
Adobe PDF(243Kb)  |  收藏  |  浏览/下载：193/82  |  提交时间：2021/06/17
Discriminating ADHD From Healthy Controls Using a Novel Feature Selection Method Based on Relative Importance and Ensemble Learning 会议论文
, Honolulu, 2018/07/01
作者:  Dongren Yao;  Xiaojie Guo;  Qihua zhao;  Lu Liu;  Qingjun Cao;  Yufeng Wang;  Vince D Calhoun;  Li Sun;  Jing Sui
Adobe PDF(855Kb)  |  收藏  |  浏览/下载：146/40  |  提交时间：2021/06/17
A Mutual Multi-Scale Triplet Graph Convolutional Network for Classification of Brain Disorders Using Functional or Structural Connectivity 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2021, 卷号: 40, 期号: 4, 页码: 1279-1289
作者:  Yao, Dongren;  Sui, Jing;  Wang, Mingliang;  Yang, Erkun;  Jiaerken, Yeerfan;  Luo, Na;  Yap, Pew-Thian;  Liu, Mingxia;  Shen, Dinggang
Adobe PDF(2425Kb)  |  收藏  |  浏览/下载：402/68  |  提交时间：2021/05/17
Functional magnetic resonance imaging  Convolution  Diseases  Fuses  Brain modeling  Neuroimaging  White matter  Brain connectivity  graph convolutional network  triplet  classification  
Multi-task autoencoder based classification-regression model for patient-specific VMAT QA 期刊论文
PHYSICS IN MEDICINE AND BIOLOGY, 2020, 卷号: 65, 期号: 23, 页码: 12
作者:  Wang, Le;  Li, Jiaqi;  Zhang, Shuming;  Zhang, Xile;  Zhang, Qilin;  Chan, Maria F.;  Yang, Ruijie;  Sui, Jing
Adobe PDF(926Kb)  |  收藏  |  浏览/下载：423/87  |  提交时间：2021/01/06
VMAT QA  patient-specific QA  deep learning  radiotherapy  
Predicting Individualized Clinical Measures by a Generalized Prediction Framework and Multimodal Fusion of MRI Data 期刊论文
NEUROIMAGE, 2017, 期号: 145, 页码: 218-229
作者:  Meng, Xing;  Jiang, Rongtao;  Lin, Dongdong;  Bustillo, Juan;  Jones, Thomas;  Chen, Jiayu;  Yu, Qingbao;  Du, Yuhui;  Zhang, Yu;  Jiang, Tianzi;  Sui, Jing;  Calhoun, Vince D.
浏览  |  Adobe PDF(1031Kb)  |  收藏  |  浏览/下载：274/94  |  提交时间：2020/06/15
Individualized prediction  Multimodal  MATRICS Consensus Cognitive Battery (MCCB)  Schizophrenia  MRI  Neuromarker  
Preliminary prediction of individual response to electroconvulsive therapy using whole-brain functional magnetic resonance imaging data 期刊论文
NeuroImage: Clinical, 2019, 卷号: 26, 期号: 102080, 页码: 1-9
作者:  Sun, Hailun;  Jiang, Rongtao;  Qi, Shile;  Katherine, L., Narr;  Benjamin, SC, Wade;  Joel, Upston;  Randall, Espinoza;  Tom, Jones;  Vince, D., Calhoun;  Christopher, C, Abbott;  Sui, Jing
浏览  |  Adobe PDF(2890Kb)  |  收藏  |  浏览/下载：259/68  |  提交时间：2020/06/11
Individualized prediction  Electroconvulsive therapy (ECT)  Functional connectivity (FC)  Major depressive disorder (DEP)  Resting-state fMRI  HDRS  Treatment response  
Machine learning in major depression: From classification to treatment outcome prediction 期刊论文
CNS NEUROSCIENCE & THERAPEUTICS, 2018, 卷号: 24, 期号: 11, 页码: 1037-1052
作者:  Gao, Shuang;  Calhoun, Vince D.;  Sui, Jing
浏览  |  Adobe PDF(1954Kb)  |  收藏  |  浏览/下载：321/61  |  提交时间：2019/01/08
classification  machine learning  magnetic resonance imaging  major depressive disorder  review  
An ensemble learning system for a 4-way classification of Alzheimer's disease and mild cognitive impairment 期刊论文
JOURNAL OF NEUROSCIENCE METHODS, 2018, 卷号: 302, 期号: 1, 页码: 75-81
作者:  Yao, Dongren;  Calhoun, Vince D.;  Fu, Zening;  Du, Yuhui;  Sui, Jing
Adobe PDF(1034Kb)  |  收藏  |  浏览/下载：302/49  |  提交时间：2018/10/10
Multi-class Classification  Feature Selection  Alzheimer's Disease(Ad)  Mild Cognitive Impairment (Mci)  Structural Mri  Hierarchical Classification  Relative Importance  
An Ensemble Learning System for a 4-Way Classification of Alzheimer’s Disease and Mild Cognitive Impairment 期刊论文
Journal of Neuroscience Methods, 2018, 期号: ****, 页码: ***
作者:  Yao, Dongren;  Vince, D. Calhoun;  Fu, Zening;  Du, Yuhui;  Sui, Jing
Adobe PDF(1034Kb)  |  收藏  |  浏览/下载：346/46  |  提交时间：2018/03/23
Multi-class Classification  Feature Selection  Alzheimer’s Disease(Ad)  Mild Cognitive Impairment (Mci)  Structural Mri  Hierarchical Classification  Relative Importance